{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cb6f0716",
   "metadata": {},
   "source": [
    "---\n",
    "* 时间：2023/10/18\n",
    "* Web数据挖掘\n",
    "* week07\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93afd67b",
   "metadata": {},
   "source": [
    "# week06：内容（动态加载Ajax）数据获取"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1a368af",
   "metadata": {},
   "source": [
    "## 实践项目：liepin数据抓取\n",
    "> 1.实战：liepin.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "61ed2f83",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 尝试 requsets-html 获取页面数据\n",
    "from requests_html import HTMLSession"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "31314373",
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b89783a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "r =  session.get(\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=mgzn5wclb8pujt40oq6rygank6gg7tpa&scene=condition&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=mgzn5wclb8pujt40oq6rygank6gg7tpa&sfrom=search_job_pc&suggestId=\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "27bfd4a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag(\\'js\\', new Date()); gtag(\\'config\\', \\'G-54YTJKWN86\\');\\n【深圳招聘信息_深圳人才网招聘信息】-猎聘\\n全国\\n首页\\n职位\\n校园\\n海归\\n社区\\n简历优化\\n猎聘APP\\n我是猎头\\n我是招聘方\\nNEW\\n登录/注册\\n热门职位\\n推荐职位\\n热门行业\\n周边城市\\n热门城市\\n其他公司\\n相关公司\\n手机版\\n深圳储备酒店店长招聘深圳快递运营专家招聘深圳安装工师傅招聘深圳肠菌实验员招聘深圳客服助理客服代理招聘深圳器件封装工程师招聘深圳机械市场企划专员招聘深圳线材主任工程师招聘深圳实习发动机工程师招聘深圳线上订单客服专员招聘深圳物流部技术秘书招聘深圳投资交易部招聘深圳光加工艺招聘深圳立柱门槛系统主管工程师招聘深圳热泵外贸经理招聘深圳预算税务会计招聘深圳办公室管培生招聘深圳动力电控工程师招聘深圳基建产品负责人招聘深圳终端控销经理招聘深圳华泰人寿总公司招聘深圳零售窗销售总监招聘深圳电池盒设计工程师招聘深圳C应用软件工程师招聘深圳上市AI科技公司招聘深圳韩语AI语言标注师招聘深圳高速光通信算法工程师招聘深圳一代测序PCR技术员招聘深圳内容质量编辑招聘深圳国标运营经理招聘\\n深圳给排水工程师招聘深圳统计员招聘深圳配/理/拣/发货招聘深圳期货客户经理招聘深圳行业研究招聘深圳搬运工招聘深圳建筑机电设计招聘深圳通信标准化工程师招聘深圳法语翻译招聘深圳药品生产工艺/技术员招聘深圳智能制造管理招聘深圳配音招聘深圳iOS招聘深圳柜员/银行会计招聘深圳客户代表招聘深圳商品运营招聘深圳航空乘务招聘深圳精装设计招聘深圳汽车设计工程师招聘深圳电商产品经理招聘深圳广告制作执行招聘深圳无线网络优化招聘深圳铣工招聘深圳IC验证工程师招聘深圳医药代表招聘深圳互联网金融产品经理招聘深圳冶金工程师招聘深圳市场产品专员/助理招聘深圳医美咨询招聘深圳投资/理财顾问招聘\\n深圳建材招聘深圳房地产租赁/中介招聘深圳家具/家居招聘深圳婚嫁/摄影招聘深圳酒店/民宿招聘深圳运营商/增值服务招聘深圳其他教育培训招聘深圳医药外包招聘深圳融资租赁/保理招聘深圳学术/科研招聘深圳游戏招聘深圳互联网招聘深圳家电招聘深圳批发/零售招聘深圳物联网招聘深圳电气机械/器材招聘深圳其他生活服务招聘深圳互联网医疗招聘深圳学校教育招聘深圳金属冶炼招聘深圳文娱用品/器材招聘深圳矿产开采招聘深圳学前教育招聘深圳财务/审计/税务招聘深圳计算机软件招聘深圳非金属矿物制品招聘深圳贸易/进出口招聘深圳云计算/大数据招聘深圳汽车交易/后市场招聘深圳在线教育招聘\\n广州招聘惠州招聘梅州招聘汕尾招聘河源招聘阳江招聘清远招聘东莞招聘韶关招聘中山招聘珠海招聘潮州招聘揭阳招聘汕头招聘云浮招聘佛山招聘江门招聘湛江招聘茂名招聘肇庆招聘\\n北京招聘网上海招聘网广州招聘网厦门招聘网杭州招聘网郑州招聘网南京招聘网天津招聘网重庆招聘网成都招聘网苏州招聘网商丘招聘网大连招聘网济南招聘网宁波招聘网无锡招聘网青岛招聘网沈阳招聘网台州招聘网西安招聘网武汉招聘网\\n深圳市大华正泰珠宝有限公司深圳嘉特金融服务有限公司深圳市前海中战会管理咨询有限公司深圳市立亘资产管理有限公司深圳东康前海新能源有限公司深圳市商奇锐科技有限公司深圳前海爱度家科技股份有限公司深圳华贸供应链有限公司深圳前海中怡智互联网科技有限公司深圳市尚品优居智能科技有限公司深圳市云一科技发展有限公司深圳前海合众金融服务有限公司深圳市易路航智能科技有限公司深圳市亚龙腾自动化设备有限公司深圳市铭域房地产开发有限公司深圳善念投资有限公司深圳市易字金融控股有限公司深圳市前海至善建筑科技有限公司中甲国际文化创意投资(深圳)有限公司深圳市百思拓礼品有限公司深圳金岚商业保理有限公司深圳市骜拓科技有限公司前海智南商贸(深圳)有限公司云谷能源管理(深圳)有限公司怡君智慧商业管理有限公司美的纺织(深圳)有限公司深圳隆徽基金管理有限公司深圳市前海中乔贸易有限公司深圳前海光大产业发展有限公司深圳市中融华夏投资发展有限公司\\n红旗渠建设集团有限公司东江科技(深圳)有限公司深圳市礼家电器科技有限公司深圳东海浪潮科技有限公司深圳市安信可科技有限公司深圳冠桥移民咨询有限公司广东微特数字科技有限公司深圳市福势科技有限公司深圳中盛国际认证有限公司深圳市凯振科技有限公司深圳市青少年发展基金会江西龙创汽车技术有限公司深圳分公司深圳市优奈科影音设备有限公司吹田电气深圳市中易达物流有限公司星田文化深圳市和胜建设智造有限公司\\n深圳招聘\\n当前位置：\\n深圳招聘网 > 深圳招聘信息\\nwindow.addEventListener(\\'message\\', function(event) {if (event.data && event.data.type === \\'footer-height\\') {document.querySelector(\\'#common-footer\\').setAttribute(\\'height\\', event.data.height + \\'px\\') }}, false) (function () { var imEntryScript = \\'<script crossOrigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-imc-pc/v6/latest/entry.js?q=\\'.concat( Math.floor(Date.now() / 180000), \\'\"><\\\\/script>\\' ); document.write(imEntryScript); })(); { \"@context\": \"https://ziyuan.baidu.com/contexts/cambrian.jsonld\", \"appid\": \"1586030202028057\", \"@id\": \"https://www.liepin.com/city-sz/zhaopin/?scene=seo\", \"title\": \"【深圳招聘信息_深圳人才网招聘信息】-猎聘\", \"description\": \"猎聘深圳招聘信息提供真实的深圳人才招聘信息，深圳招聘信息有超过10000多高薪人才招聘信息职位任你选，找深圳招聘信息就来深圳人才网招聘信息频道。\", \"upDate\": \"2023-10-18T08:00:00\", \"data\": { \"WebPage\": { \"headline\": \"【深圳招聘信息_深圳人才网招聘信息】-猎聘\", \"pcUrl\": \"https://www.liepin.com/city-sz/zhaopin/?scene=seo\", \"wapUrl\": \"https://m.liepin.com/city-sz/zhaopin/?scene=seo\" } } } var _hmt = _hmt || []; (function () { var hm = document.createElement(\"script\"); hm.src = \"//hm.baidu.com/hm.js?a2647413544f5a04f00da7eee0d5e200\"; var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(hm, s); })(); (function () { var bp = document.createElement(\\'script\\'); var curProtocol = window.location.protocol.split(\\':\\')[0]; if (curProtocol === \\'https\\') { bp.src = \\'https://zz.bdstatic.com/linksubmit/push.js\\'; } else { bp.src = \\'http://push.zhanzhang.baidu.com/push.js\\'; } var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(bp, s); })(); ;(function (n, e, r, t, a, o, s, i, c, l, f, m, p, u) { o = \\'precollect\\' s = \\'getAttribute\\' i = \\'addEventListener\\' c = \\'PerformanceObserver\\' l = function (e) { f = [].slice.call(arguments) f.push(Date.now(), location.href) ;(e == o ? l.p.a : l.q).push(f) } l.q = [] l.p = { a: [] } n[a] = l m = document.createElement(\\'script\\') m.src = r + \\'?aid=\\' + t + \\'&globalName=\\' + a m.crossorigin = \\'anonymous\\' e.getElementsByTagName(\\'head\\')[0].appendChild(m) if (i in n) { l.pcErr = function (e) { e = e || n.event p = e.target || e.srcElement if (p instanceof Element || p instanceof HTMLElement) { n[a](o, \\'st\\', { tagName: p.tagName, url: p[s](\\'href\\') || p[s](\\'src\\') }) } else { n[a](o, \\'err\\', e.error || e.message) } } l.pcRej = function (e) { e = e || n.event n[a](o, \\'err\\', e.reason || (e.detail && e.detail.reason)) } n[i](\\'error\\', l.pcErr, true) n[i](\\'unhandledrejection\\', l.pcRej, true) } if (\\'PerformanceLongTaskTiming\\' in n) { u = l.pp = { entries: [] } u.observer = new PerformanceObserver(function (e) { u.entries = u.entries.concat(e.getEntries()) }) u.observer.observe({ entryTypes: [\\'longtask\\', \\'largest-contentful-paint\\', \\'layout-shift\\'] }) } })( window, document, \\'https://concat.lietou-static.com/fe-lib-pc/v6/apmplus/1.7.0/browser.cn.js\\', 0, \\'apmPlus\\' ) window.apmPlus(\\'init\\', { aid: 460715, token: \\'26ca6df079bf44f09bd002af5fdb382c\\', plugins: { ajax: false, fetch: false, pageview: true, resource: false, performance: { longtask: true } }, sample: { rules: { pageview: { enable: true, sample_rate: 0.01 }, performance: { sample_rate: 0.0005 }, performance_timing: { sample_rate: 0.0005 }, performance_longtask: { sample_rate: 0.0005 } } } }) window.apmPlus(\\'start\\')'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "88c1cefd",
   "metadata": {},
   "outputs": [],
   "source": [
    "r =  session.post(\"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "98db4301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "970ee412",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "69601342",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=eItQGrTwQcuGxI61iMxZfQ; __gc_id=c0d47702d06241cabbec62d1954f4ae8', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "005cea4f",
   "metadata": {},
   "source": [
    "* 无法请求到数据的原因：\n",
    "> 1.模拟真实用户代理\n",
    ">\n",
    "> 2.提供请求的参数（类似API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0c081843",
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "    \"Accept\": \"application/json, text/plain, */*\",\n",
    "    \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "    \"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "    \"Connection\": \"keep-alive\",\n",
    "    \"Content-Length\": \"487\",\n",
    "    \"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "    \"Cookie\": \"__uuid=1685532036831.42; __gc_id=35a80e770a2f48fbac273c3799a10914; need_bind_tel=false; new_user=false; c_flag=18cb83a18db2f77c28d02584bc00c471; _ga=GA1.1.373058038.1685532080; XSRF-TOKEN=pa1SOiFKQyeh2bDGyZqDcQ; __tlog=1697021980633.68%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021981; __session_seq=7; __uv_seq=7; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697023060; __tlg_event_seq=49; _ga_54YTJKWN86=GS1.1.1697025030.4.0.1697025030.0.0.0\",\n",
    "    \"Host\": \"api-c.liepin.com\",\n",
    "    \"Origin\": \"https://www.liepin.com\",\n",
    "    \"Referer\": \"https://www.liepin.com/\",\n",
    "    \"Sec-Fetch-Dest\": \"empty\",\n",
    "    \"Sec-Fetch-Mode\": \"cors\",\n",
    "    \"Sec-Fetch-Site\": \"same-site\",\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/86.0.4240.198 Safari/537.36\",\n",
    "    \"X-Client-Type\": \"web\",\n",
    "    \"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=mgzn5wclb8pujt40oq6rygank6gg7tpa&scene=condition&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=mgzn5wclb8pujt40oq6rygank6gg7tpa&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "    \"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "    \"X-Fscp-Trace-Id\": \"62b9a2b0-cff5-49e5-8d45-4f65fa61c404\",\n",
    "    \"X-Fscp-Version\": \"1.1\",\n",
    "    \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "    \"X-XSRF-TOKEN\": \"pa1SOiFKQyeh2bDGyZqDcQ\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6e889c7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\": {\n",
    "    \"mainSearchPcConditionForm\":{\n",
    "        \"city\": \"050090\",\n",
    "        \"dq\": \"050090\",\n",
    "        \"pubTime\": \"\",\n",
    "        \"currentPage\": \"0\",\n",
    "        \"pageSize\": 40,\n",
    "        \"key\": \"产品经理\",\n",
    "        \"city\": \"050090\",\n",
    "        \"compId\": \"\",\n",
    "        \"compKind\": \"\",\n",
    "        \"compName\": \"\",\n",
    "        \"compScale\": \"\",\n",
    "        \"compStage\": \"\",\n",
    "        \"compTag\": \"\",\n",
    "        \"currentPage\": \"0\",\n",
    "        \"dq\": \"050090\",\n",
    "        \"eduLevel\": \"\",\n",
    "        \"industry\": \"\",\n",
    "        \"jobKind\": \"\",\n",
    "        \"key\": \"产品经理\",\n",
    "        \"pageSize\": 40,\n",
    "        \"pubTime\": \"\",\n",
    "        \"salary\": \"\",\n",
    "        \"suggestTag\": \"\",\n",
    "        \"workYearCode\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"condition\", \n",
    "            \"skId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "            \"ckId\": \"wxbn0nba5v8kletjwnw82s6s7xmvnl4b\",\n",
    "            \"fkId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "            \"scene\": \"condition\",\n",
    "            \"skId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "            \"suggest\": None\n",
    "            }\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "439996fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "                url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\",\n",
    "                 data = json.dumps(payload),      # POST请求带的参数\n",
    "                 headers = liepin_headers)        # 模拟真实用户"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f0b7db7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2261436019%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'refreshTime': '20231008092358',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobId': '61436019',\n",
       "      'jobKind': '2',\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'salary': '20-40k',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml',\n",
       "      'topJob': True,\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d',\n",
       "      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg'},\n",
       "     'comp': {'compId': 9599779,\n",
       "      'compName': '深圳市晶台股份有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9599779/'},\n",
       "     'dataParams': '{\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobId\":\"61436019\",\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2262276441%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['商业产品',\n",
       "       '设计服务',\n",
       "       '电子产品及配件',\n",
       "       '消费品',\n",
       "       '产品规划',\n",
       "       '竞品分析',\n",
       "       '团队管理',\n",
       "       '产品设计'],\n",
       "      'refreshTime': '20231017165733',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobId': '62276441',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-25k',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1962276441.shtml',\n",
       "      'topJob': True,\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '19d3a2ffc05be3d3e4cd5c055e1e05ce',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '赵女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
       "      'recruiterId': 'a709e0b70a3b3929f4d13cf70bf3e258',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 8397972,\n",
       "      'compName': '深圳市奋达科技股份有限公司',\n",
       "      'compScale': '5000-10000人',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfffbab74719da073f155e303u.png',\n",
       "      'compIndustry': '智能硬件',\n",
       "      'link': 'https://www.liepin.com/company/8397972/'},\n",
       "     'dataParams': '{\"imId\":\"19d3a2ffc05be3d3e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"jobId\":\"62276441\",\"jobKind\":\"2\",\"recruiterName\":\"赵女士\",\"userId\":\"a709e0b70a3b3929f4d13cf70bf3e258\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2262161199%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['神经康复', '神经内科', '医学经理'],\n",
       "      'refreshTime': '20231015111257',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '62161199',\n",
       "      'jobKind': '2',\n",
       "      'title': '大产品经理',\n",
       "      'salary': '28-40k',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1962161199.shtml',\n",
       "      'topJob': True,\n",
       "      'advViewFlag': True,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'requireEduLevel': '博士'},\n",
       "     'recruiter': {'imId': 'a2b95a59c17a3b378fa263ed17de85b1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'Head of People',\n",
       "      'recruiterId': 'ed568366d4f2738f55130a4f0e5826c8',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 9377720,\n",
       "      'compName': '铱硙医疗',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '5bfe9a9974719df0ac99dca903a.png',\n",
       "      'compIndustry': '互联网医疗',\n",
       "      'link': 'https://www.liepin.com/company/9377720/'},\n",
       "     'dataParams': '{\"imId\":\"a2b95a59c17a3b378fa263ed17de85b1\",\"imUserType\":\"2\",\"jobId\":\"62161199\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"userId\":\"ed568366d4f2738f55130a4f0e5826c8\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2236908035%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'refreshTime': '20210311143004',\n",
       "      'dq': '深圳',\n",
       "      'jobId': '36908035',\n",
       "      'jobKind': '2',\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'salary': '薪资面议',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png'},\n",
       "     'comp': {'compId': 1072424,\n",
       "      'compName': '阿里巴巴集团',\n",
       "      'compScale': '10000人以上',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compIndustry': '互联网',\n",
       "      'link': 'https://www.liepin.com/company/1072424/'},\n",
       "     'dataParams': '{\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobId\":\"36908035\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2244250585%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品',\n",
       "       '供应链产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '电子商务',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '竞品分析',\n",
       "       '数据分析'],\n",
       "      'refreshTime': '20231016141158',\n",
       "      'dq': '深圳',\n",
       "      'jobId': '44250585',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理 PM（NXP）',\n",
       "      'salary': '15-20k·15薪',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1944250585.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '5f8386ced4ae183262f6540bf442d9e7',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源部主管',\n",
       "      'recruiterId': '03a35b280d00a67bde30689f01e9fe19',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 8523053,\n",
       "      'compName': '中电港',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"imUserType\":\"2\",\"jobId\":\"44250585\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2243765787%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'refreshTime': '20230821133647',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobId': '43765787',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'salary': '薪资面议',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c',\n",
       "      'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png'},\n",
       "     'comp': {'compId': 1069385,\n",
       "      'compName': '伊顿中国',\n",
       "      'compScale': '10000人以上',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'link': 'https://www.liepin.com/company/1069385/'},\n",
       "     'dataParams': '{\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\",\"jobId\":\"43765787\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2249967313%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['功率器件'],\n",
       "      'refreshTime': '20231011175141',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'jobId': '49967313',\n",
       "      'jobKind': '1',\n",
       "      'title': '产品经理PM',\n",
       "      'salary': '20-40k·13薪',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'link': 'https://www.liepin.com/a/49967313.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'f6dc9ce90b0921a49ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "      'requireWorkYears': '一年以下',\n",
       "      'link': 'https://www.liepin.com/a/48634761.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': 'bf831b7e81387f4345913e3a4abf94f3',\n",
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       "     'comp': {'compName': '某深圳计算机软件公司',\n",
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       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
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       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2257179331%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "      'link': 'https://www.liepin.com/job/1957179331.shtml',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=21',\n",
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       "      'recruiterTitle': 'HR',\n",
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       "      'h5OuterLink': '',\n",
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       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac',\n",
       "      'recruiterPhoto': '64edb1871913aa27489a503a05u.png'},\n",
       "     'comp': {'compId': 13146105,\n",
       "      'compName': '联和存储科技(江苏)有限公司',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13146105/'},\n",
       "     'dataParams': '{\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\",\"jobId\":\"58727339\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2244818711%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['市场推广', '品牌推广', '市场调研分析', '市场策划'],\n",
       "      'refreshTime': '20231008102316',\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'jobId': '44818711',\n",
       "      'jobKind': '2',\n",
       "      'title': '代理商产品经理/PM（半导体）',\n",
       "      'salary': '20-30k',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1944818711.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '478ffe875d5ad1b19ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '何先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '040fb0f423490892184c70bb77110c0f',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'},\n",
       "     'comp': {'compId': 9630695,\n",
       "      'compName': '智楠半导体',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '627b816f4924691322d3f19108u.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9630695/'},\n",
       "     'dataParams': '{\"imId\":\"478ffe875d5ad1b19ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobId\":\"44818711\",\"jobKind\":\"2\",\"recruiterName\":\"何先生\",\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2248626171%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'refreshTime': '20231012133602',\n",
       "      'dq': '深圳',\n",
       "      'jobId': '48626171',\n",
       "      'jobKind': '1',\n",
       "      'title': 'PM产品经理',\n",
       "      'salary': '40-60k',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'link': 'https://www.liepin.com/a/48626171.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '868304a795f24fd2578045cabdc23e35',\n",
       "      'recruiterPhoto': '5dd389a1d38a3d7423d99d5105u.jpg'},\n",
       "     'comp': {'compName': '某知名公司',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compIndustry': '医疗健康',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"imUserType\":\"2\",\"jobId\":\"48626171\",\"jobKind\":\"1\",\"recruiterName\":\"卓女士\",\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"recruiterPhoto\":\"5dd389a1d38a3d7423d99d5105u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2260686811%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'refreshTime': '20231007173843',\n",
       "      'dq': '深圳-福田区',\n",
       "      'jobId': '60686811',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理PM（国产线--华润微、芯朋微等）',\n",
       "      'salary': '15-25k·18薪',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1960686811.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '7b0110f1d286b2a7acd19bcabb3b6f15',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '贾女士',\n",
       "      'recruiterTitle': 'HR招聘',\n",
       "      'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 7977355,\n",
       "      'compName': '福建睿能科技',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe9c1474719df0ac9a24de03a.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/7977355/'},\n",
       "     'dataParams': '{\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\",\"jobId\":\"60686811\",\"jobKind\":\"2\",\"recruiterName\":\"贾女士\",\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2258425765%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['市场推广',\n",
       "       '市场策划',\n",
       "       '市场营销',\n",
       "       '竞品分析',\n",
       "       '营销推广',\n",
       "       '市场拓展',\n",
       "       '市场调研分析'],\n",
       "      'refreshTime': '20230831092454',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '58425765',\n",
       "      'jobKind': '2',\n",
       "      'title': 'PM产品线经理（GD MCU）',\n",
       "      'salary': '15-30k·16薪',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958425765.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '282674f43f984ac3113f2dbe8618484d',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '招聘总监',\n",
       "      'recruiterId': '9b8e71785d7dee7beb3982ada941dd39',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'comp': {'compId': 8523053,\n",
       "      'compName': '中电港',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"imId\":\"282674f43f984ac3113f2dbe8618484d\",\"imUserType\":\"2\",\"jobId\":\"58425765\",\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"userId\":\"9b8e71785d7dee7beb3982ada941dd39\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2258176355%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['客户端产品',\n",
       "       '定价/竞价产品',\n",
       "       '策略产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '需求挖掘',\n",
       "       '用户研究',\n",
       "       '团队管理'],\n",
       "      'refreshTime': '20230427102409',\n",
       "      'dq': '深圳',\n",
       "      'jobId': '58176355',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理（pm）深圳',\n",
       "      'salary': '12-20k',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958176355.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'acc2df4b1588c213b74007bb53955074',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '缪女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': '03d7bbf45f592b5e491bc7a716e5d09f',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 9196023,\n",
       "      'compName': '苏州达亚电子有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfe949074719dc6ed73f25e03a.png',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9196023/'},\n",
       "     'dataParams': '{\"imId\":\"acc2df4b1588c213b74007bb53955074\",\"imUserType\":\"2\",\"jobId\":\"58176355\",\"jobKind\":\"2\",\"recruiterName\":\"缪女士\",\"userId\":\"03d7bbf45f592b5e491bc7a716e5d09f\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'dataInfo': '%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2247887113%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22mgzn5wclb8pujt40oq6rygank6gg7tpa%22%2C%22fkId%22%3A%22wxbn0nba5v8kletjwnw82s6s7xmvnl4b%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['IT互联网', '产品设计'],\n",
       "      'refreshTime': '20230605105547',\n",
       "      'dq': '深圳',\n",
       "      'jobId': '47887113',\n",
       "      'jobKind': '2',\n",
       "      'title': '产品经理Product Manager',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1947887113.shtml',\n",
       "      'topJob': False,\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=mgzn5wclb8pujt40oq6rygank6gg7tpa&fkId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&ckId=wxbn0nba5v8kletjwnw82s6s7xmvnl4b&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'imId': '2b4f0ba01111c23be030375514342674',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '易女士',\n",
       "      'recruiterTitle': 'HR总监',\n",
       "      'recruiterId': '3806e4c9b09729ee5215ae721f1be529',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 12178107,\n",
       "      'compName': '深圳保诚科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '5e9fd6104ff090104e33c9fd03u.jpg',\n",
       "      'compIndustry': '互联网',\n",
       "      'link': 'https://www.liepin.com/company/12178107/'},\n",
       "     'dataParams': '{\"imId\":\"2b4f0ba01111c23be030375514342674\",\"imUserType\":\"2\",\"jobId\":\"47887113\",\"jobKind\":\"2\",\"recruiterName\":\"易女士\",\"userId\":\"3806e4c9b09729ee5215ae721f1be529\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'ckId': 'wxbn0nba5v8kletjwnw82s6s7xmvnl4b',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'mgzn5wclb8pujt40oq6rygank6gg7tpa',\n",
       "   'fkId': 'wxbn0nba5v8kletjwnw82s6s7xmvnl4b'},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 806,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff12f878",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b5f90cf1",
   "metadata": {},
   "source": [
    "* 笔记：\n",
    "* 动态页面获取关键步骤：\n",
    "> 1. 如果获取不到数据，请首先做模拟用户，即模拟headers\n",
    "> 2. 检查F12 Network部分XHR中参数的信息，确保与浏览器参数一致，先保证可以获取到数据\n",
    "> 3. 在2的基础上，根据我们的数据需求优化参数数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9116f456",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关于liepin核心参数的详细信息获取（帮助我们后续的分类查询）\n",
    "r = session.post(\n",
    "        url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "        data = json.dumps(payload),   #post请求带的参数\n",
    "        headers = liepin_headers     #模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c6cc3b85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'jobKinds': [{'code': '1', 'name': '猎头职位'},\n",
       "   {'code': '2', 'name': '企业职位'}],\n",
       "  'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "   {'code': '2', 'name': '实习生'},\n",
       "   {'code': '0$1', 'name': '1年以内'},\n",
       "   {'code': '1$3', 'name': '1-3年'},\n",
       "   {'code': '3$5', 'name': '3-5年'},\n",
       "   {'code': '5$10', 'name': '5-10年'},\n",
       "   {'code': '10$999', 'name': '10年以上'}],\n",
       "  'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "   {'code': '020', 'name': '50-99人'},\n",
       "   {'code': '030', 'name': '100-499人'},\n",
       "   {'code': '040', 'name': '500-999人'},\n",
       "   {'code': '050', 'name': '1000-2000人'},\n",
       "   {'code': '060', 'name': '2000-5000人'},\n",
       "   {'code': '070', 'name': '5000-10000人'},\n",
       "   {'code': '080', 'name': '10000人以上'}],\n",
       "  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "     {'code': 'H0001', 'name': '游戏'},\n",
       "     {'code': 'H0002', 'name': '电子商务'},\n",
       "     {'code': 'H0003', 'name': '新零售'},\n",
       "     {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "     {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "     {'code': 'H0006', 'name': '在线教育'},\n",
       "     {'code': 'H0007', 'name': '互联网医疗'},\n",
       "     {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "     {'code': 'H0009', 'name': '人工智能'},\n",
       "     {'code': 'H0010', 'name': '物联网'},\n",
       "     {'code': 'H0011', 'name': '区块链'},\n",
       "     {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "     {'code': 'H0013', 'name': '计算机软件'},\n",
       "     {'code': 'H0014', 'name': '计算机硬件'},\n",
       "     {'code': 'H0015', 'name': '智能硬件'},\n",
       "     {'code': 'H0016', 'name': 'IT服务'},\n",
       "     {'code': 'H0017', 'name': '互联网'}],\n",
       "    'code': 'H01',\n",
       "    'name': 'IT/互联网/游戏'},\n",
       "   {'children': [{'code': 'H02', 'name': '不限'},\n",
       "     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "     {'code': 'H0019', 'name': '智能硬件'},\n",
       "     {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "     {'code': 'H0021', 'name': '通信设备'}],\n",
       "    'code': 'H02',\n",
       "    'name': '电子/通信/半导体'},\n",
       "   {'children': [{'code': 'H03', 'name': '不限'},\n",
       "     {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "     {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "     {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "     {'code': 'H0025', 'name': '建材'},\n",
       "     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "     {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "     {'code': 'H0028', 'name': '工程施工'},\n",
       "     {'code': 'H0029', 'name': '装饰装修'}],\n",
       "    'code': 'H03',\n",
       "    'name': '房地产/建筑'},\n",
       "   {'children': [{'code': 'H04', 'name': '不限'},\n",
       "     {'code': 'H0030', 'name': '银行'},\n",
       "     {'code': 'H0031', 'name': '保险'},\n",
       "     {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "     {'code': 'H0033', 'name': '资产管理'},\n",
       "     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "     {'code': 'H0035', 'name': '信托'},\n",
       "     {'code': 'H0036', 'name': '科技金融'},\n",
       "     {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "     {'code': 'H0038', 'name': '其他金融'}],\n",
       "    'code': 'H04',\n",
       "    'name': '金融'},\n",
       "   {'children': [{'code': 'H05', 'name': '不限'},\n",
       "     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "     {'code': 'H0040', 'name': '日化'},\n",
       "     {'code': 'H0041', 'name': '烟草'},\n",
       "     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "     {'code': 'H0043', 'name': '家具/家居'},\n",
       "     {'code': 'H0044', 'name': '家电'},\n",
       "     {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "     {'code': 'H0046', 'name': '工艺品'},\n",
       "     {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "     {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "     {'code': 'H0049', 'name': '日用杂品'}],\n",
       "    'code': 'H05',\n",
       "    'name': '消费品'},\n",
       "   {'children': [{'code': 'H06', 'name': '不限'},\n",
       "     {'code': 'H0050', 'name': '制药'},\n",
       "     {'code': 'H0051', 'name': '生物技术'},\n",
       "     {'code': 'H0052', 'name': '医疗器械'},\n",
       "     {'code': 'H0053', 'name': '医疗机构'},\n",
       "     {'code': 'H0054', 'name': '医药流通'},\n",
       "     {'code': 'H0055', 'name': '医药外包'}],\n",
       "    'code': 'H06',\n",
       "    'name': '医疗健康'},\n",
       "   {'children': [{'code': 'H07', 'name': '不限'},\n",
       "     {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "     {'code': 'H0057', 'name': '整车制造'},\n",
       "     {'code': 'H0058', 'name': '新能源汽车'},\n",
       "     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "    'code': 'H07',\n",
       "    'name': '汽车'},\n",
       "   {'children': [{'code': 'H08', 'name': '不限'},\n",
       "     {'code': 'H0060', 'name': '机械/设备'},\n",
       "     {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "     {'code': 'H0062', 'name': '仪器仪表'},\n",
       "     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "     {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "     {'code': 'H0065', 'name': '新材料'},\n",
       "     {'code': 'H0066', 'name': '金属制品'},\n",
       "     {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "     {'code': 'H0070', 'name': '工业自动化'},\n",
       "     {'code': 'H0071', 'name': '家电'},\n",
       "     {'code': 'H0072', 'name': '家具/家居'},\n",
       "     {'code': 'H0073', 'name': '其他制造业'}],\n",
       "    'code': 'H08',\n",
       "    'name': '机械/制造'},\n",
       "   {'children': [{'code': 'H09', 'name': '不限'},\n",
       "     {'code': 'H0074', 'name': '学前教育'},\n",
       "     {'code': 'H0075', 'name': '学校教育'},\n",
       "     {'code': 'H0076', 'name': '培训服务'},\n",
       "     {'code': 'H0077', 'name': '其他教育培训'},\n",
       "     {'code': 'H0086', 'name': '学术/科研'}],\n",
       "    'code': 'H09',\n",
       "    'name': '教育培训/科研'},\n",
       "   {'children': [{'code': 'H10', 'name': '不限'},\n",
       "     {'code': 'H0078', 'name': '法律服务'},\n",
       "     {'code': 'H0079', 'name': '人力资源服务'},\n",
       "     {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "     {'code': 'H0081', 'name': '知识产权服务'},\n",
       "     {'code': 'H0082', 'name': '翻译服务'},\n",
       "     {'code': 'H0083', 'name': '咨询服务'},\n",
       "     {'code': 'H0084', 'name': '租赁业'},\n",
       "     {'code': 'H0085', 'name': '检测/认证'},\n",
       "     {'code': 'H0087', 'name': '专业技术服务'},\n",
       "     {'code': 'H0088', 'name': '科技推广服务'},\n",
       "     {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "    'code': 'H10',\n",
       "    'name': '专业服务'},\n",
       "   {'children': [{'code': 'H11', 'name': '不限'},\n",
       "     {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "     {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "     {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "     {'code': 'H0093', 'name': '文化艺术业'},\n",
       "     {'code': 'H0094', 'name': '体育'}],\n",
       "    'code': 'H11',\n",
       "    'name': '广告/传媒/文化/体育'},\n",
       "   {'children': [{'code': 'H12', 'name': '不限'},\n",
       "     {'code': 'H0095', 'name': '餐饮业'},\n",
       "     {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "     {'code': 'H0097', 'name': '旅游'},\n",
       "     {'code': 'H0098', 'name': '室内娱乐'},\n",
       "     {'code': 'H0099', 'name': '家政服务'},\n",
       "     {'code': 'H0100', 'name': '养老服务'},\n",
       "     {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "     {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "     {'code': 'H0103', 'name': '宠物服务'},\n",
       "     {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "    'code': 'H12',\n",
       "    'name': '生活服务'},\n",
       "   {'children': [{'code': 'H13', 'name': '不限'},\n",
       "     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "     {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "     {'code': 'H0107', 'name': '邮政/快递'},\n",
       "     {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "     {'code': 'H0109', 'name': '批发/零售'}],\n",
       "    'code': 'H13',\n",
       "    'name': '交通/物流/贸易/零售'},\n",
       "   {'children': [{'code': 'H14', 'name': '不限'},\n",
       "     {'code': 'H0110', 'name': '矿产开采'},\n",
       "     {'code': 'H0111', 'name': '金属冶炼'},\n",
       "     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "     {'code': 'H0114', 'name': '新能源'},\n",
       "     {'code': 'H0115', 'name': '石化'},\n",
       "     {'code': 'H0116', 'name': '化工'},\n",
       "     {'code': 'H0117', 'name': '环保'}],\n",
       "    'code': 'H14',\n",
       "    'name': '能源/化工/环保'},\n",
       "   {'children': [{'code': 'H15', 'name': '不限'},\n",
       "     {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "     {'code': 'H0119', 'name': '非营利组织'},\n",
       "     {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "     {'code': 'H0121', 'name': '其他行业'}],\n",
       "    'code': 'H15',\n",
       "    'name': '政府/非营利组织/其他'}],\n",
       "  'dqs': [],\n",
       "  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "   {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "   {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "   {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "   {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "   {'code': 'qua_0008', 'name': '独角兽'}],\n",
       "  'educations': [{'code': '010', 'name': '博士'},\n",
       "   {'code': '020', 'name': 'MBA/EMBA'},\n",
       "   {'code': '030', 'name': '硕士'},\n",
       "   {'code': '040', 'name': '本科'},\n",
       "   {'code': '050', 'name': '大专'},\n",
       "   {'code': '060', 'name': '中专/中技'},\n",
       "   {'code': '080', 'name': '高中'},\n",
       "   {'code': '090', 'name': '初中及以下'}],\n",
       "  'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "   {'code': '02', 'name': 'A轮'},\n",
       "   {'code': '03', 'name': 'B轮'},\n",
       "   {'code': '04', 'name': 'C轮'},\n",
       "   {'code': '05', 'name': 'D轮及以上'},\n",
       "   {'code': '06', 'name': '已上市'},\n",
       "   {'code': '07', 'name': '战略融资'},\n",
       "   {'code': '08', 'name': '融资未公开'},\n",
       "   {'code': '99', 'name': '其他'}],\n",
       "  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "   {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "   {'code': '030', 'name': '私营·民营企业'},\n",
       "   {'code': '040', 'name': '国有企业'},\n",
       "   {'code': '050', 'name': '国内上市公司'},\n",
       "   {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "   {'code': '070', 'name': '事业单位'},\n",
       "   {'code': '999', 'name': '其他'}],\n",
       "  'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "   {'code': '3$5', 'name': '3K-5k'},\n",
       "   {'code': '5$10', 'name': '5K-10k'},\n",
       "   {'code': '10$20', 'name': '10K-20k'},\n",
       "   {'code': '20$40', 'name': '20K-40k'},\n",
       "   {'code': '40$60', 'name': '40K-60k'},\n",
       "   {'code': '60$999', 'name': '60K以上'}],\n",
       "  'hotCities': [{'code': '410', 'name': '全国'},\n",
       "   {'code': '010', 'name': '北京'},\n",
       "   {'code': '020', 'name': '上海'},\n",
       "   {'code': '030', 'name': '天津'},\n",
       "   {'code': '040', 'name': '重庆'},\n",
       "   {'code': '050020', 'name': '广州'},\n",
       "   {'code': '050090', 'name': '深圳'},\n",
       "   {'code': '060080', 'name': '苏州'},\n",
       "   {'code': '060020', 'name': '南京'},\n",
       "   {'code': '070020', 'name': '杭州'},\n",
       "   {'code': '210040', 'name': '大连'},\n",
       "   {'code': '280020', 'name': '成都'},\n",
       "   {'code': '170020', 'name': '武汉'},\n",
       "   {'code': '270020', 'name': '西安'}],\n",
       "  'pubTimes': [{'code': '', 'name': '不限'},\n",
       "   {'code': '1', 'name': '一天以内'},\n",
       "   {'code': '3', 'name': '三天以内'},\n",
       "   {'code': '7', 'name': '一周以内'},\n",
       "   {'code': '30', 'name': '一个月以内'}]}}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b08cf15f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据数据述求优化请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "91ad155a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e29f169d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231008092358</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>61436019</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理（功率器件）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>e055293ceb97e8ba80dc6f4632770b9d</td>\n",
       "      <td>5bd3bc2c8e50b2deb642ce5704a.jpg</td>\n",
       "      <td>9599779.0</td>\n",
       "      <td>深圳市晶台股份有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5eb8fc87f2540204574348cf07u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9599779/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"19d3a2ffc05be3d3e4cd5c055e1e05ce\",\"im...</td>\n",
       "      <td>[商业产品, 设计服务, 电子产品及配件, 消费品, 产品规划, 竞品分析, 团队管理, 产...</td>\n",
       "      <td>20231017165733</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>62276441</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>a709e0b70a3b3929f4d13cf70bf3e258</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8397972.0</td>\n",
       "      <td>深圳市奋达科技股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfffbab74719da073f155e303u.png</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/8397972/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"a2b95a59c17a3b378fa263ed17de85b1\",\"im...</td>\n",
       "      <td>[神经康复, 神经内科, 医学经理]</td>\n",
       "      <td>20231015111257</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>62161199</td>\n",
       "      <td>2</td>\n",
       "      <td>大产品经理</td>\n",
       "      <td>28-40k</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>Head of People</td>\n",
       "      <td>ed568366d4f2738f55130a4f0e5826c8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>9377720.0</td>\n",
       "      <td>铱硙医疗</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5bfe9a9974719df0ac99dca903a.png</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>https://www.liepin.com/company/9377720/</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"im...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>深圳</td>\n",
       "      <td>36908035</td>\n",
       "      <td>2</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"im...</td>\n",
       "      <td>[数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...</td>\n",
       "      <td>20231016141158</td>\n",
       "      <td>深圳</td>\n",
       "      <td>44250585</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理 PM（NXP）</td>\n",
       "      <td>15-20k·15薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源部主管</td>\n",
       "      <td>03a35b280d00a67bde30689f01e9fe19</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"1302b01334b547df3eae059a38e31609\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230821133647</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>43765787</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理 PLM PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>...</td>\n",
       "      <td>Talent Acquisition</td>\n",
       "      <td>435b286bb8f76f8f51d56a5f1de4256c</td>\n",
       "      <td>6098fbd5919e256bc8d799fe03u.png</td>\n",
       "      <td>1069385.0</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/1069385/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"f6dc9ce90b0921a49ccf3dc45f6d7696\",\"im...</td>\n",
       "      <td>[功率器件]</td>\n",
       "      <td>20231011175141</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>49967313</td>\n",
       "      <td>1</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>8a9f7420efe1111fa9891526b34c6c2a</td>\n",
       "      <td>5db1849947b2f02171adf34907u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某深圳大型电子/半导体/集成电路公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td></td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"b736db3b42e0395a5ffa3c8d56bb2e9d\",\"im...</td>\n",
       "      <td>[产品规划, 市场调研, 用户研究, 电子商务]</td>\n",
       "      <td>20230928114733</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>61924043</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>13-16k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>助理总经理/总助(高管级)</td>\n",
       "      <td>49456bf7c47ad70d219291c49e5b9314</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>13629967.0</td>\n",
       "      <td>深圳中积芯科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13629967/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"im...</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>20211018102103</td>\n",
       "      <td>深圳</td>\n",
       "      <td>44022163</td>\n",
       "      <td>2</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>13-18k·13薪</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>BroadLink</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6163dc033df70d56f3b601a406u.png</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"edf52286bfe8df4310eee5f74aeb3ab8\",\"im...</td>\n",
       "      <td>[交易产品, 产品设计]</td>\n",
       "      <td>20231017140508</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>62238045</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源</td>\n",
       "      <td>92f38741e9f55274a7272690b891b6c4</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9683459.0</td>\n",
       "      <td>深圳前海农产品交易所股份有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5c8b734f509919fa0e87ac8e06u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/9683459/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"784c2b987245e47cc3598071a0e218f7\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231018091157</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>47307987</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>dd0950349f402d2194eb8148a132ff22</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>9579944.0</td>\n",
       "      <td>深圳市盈辉电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9579944/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"im...</td>\n",
       "      <td>[数据产品, 数据分析, 产品规划, 团队管理, 用户研究]</td>\n",
       "      <td>20231013012942</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>61168405</td>\n",
       "      <td>2</td>\n",
       "      <td>特效工具产品经理-智能创作  Effects Tools Product Manager-I...</td>\n",
       "      <td>20-50k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>27b40b320914b243bb131668d4424cd3</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>7863078.0</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5d887b5528021708fa52b44403u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/7863078/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"c2a7b3c534d4f3e28d1ff84e0a6c6898\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>20230707141108</td>\n",
       "      <td>深圳</td>\n",
       "      <td>59037701</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>3ed0a57b953381ec00fd95f949e1e587</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12148501.0</td>\n",
       "      <td>深圳市华信科科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5f6bf74a79c7cc70efb0449807u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/12148501/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"63f83a66035b4f9686da8f3a9139f92c\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路, 市场调研, 团队管理]</td>\n",
       "      <td>20230720144759</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>55750935</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>a58562f9e895113a96b14984e4c3aac6</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8028167.0</td>\n",
       "      <td>道径电子</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5bfea08974719d2aa34bfb9303a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8028167/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"b1c612aa398163cf45913e3a4abf94f3\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231014225537</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>61836299</td>\n",
       "      <td>2</td>\n",
       "      <td>产品规划高级工程师</td>\n",
       "      <td>12-18k·13薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘人力资源管理师</td>\n",
       "      <td>826261ffe5293ba9725295057618d436</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8019656.0</td>\n",
       "      <td>深圳市景旺电子股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5eb246054ff090104e41a46102u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8019656/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231018085747</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>57342597</td>\n",
       "      <td>2</td>\n",
       "      <td>PM 产品经理</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"4d26494c54a77d5333f1d87ff4815723\",\"im...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 市场调研, 数据分析, 产品规划]</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>深圳</td>\n",
       "      <td>54319281</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>9443633.0</td>\n",
       "      <td>雅全电子</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>62fc973a9e4c1713c988b8b103u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9443633/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"im...</td>\n",
       "      <td>[模拟电源, PM, 产品经理, 二极管, 元器件]</td>\n",
       "      <td>20230814102813</td>\n",
       "      <td>深圳</td>\n",
       "      <td>60775157</td>\n",
       "      <td>2</td>\n",
       "      <td>产品线经理 （PM）</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>e040df2a2277bc9edfc50be1acb5a8aa</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>12260991.0</td>\n",
       "      <td>中印云端</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61d5701e9c49ff7ec564562301u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12260991/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"b9ab7aab5cb2d3d64036597854bcf58c\",\"im...</td>\n",
       "      <td>[市场推广]</td>\n",
       "      <td>20230906105412</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>61058175</td>\n",
       "      <td>2</td>\n",
       "      <td>产品市场经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>b8a1b210c4a6311f5527e7b4cbd05459</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7894126.0</td>\n",
       "      <td>兆易创新</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5e7042488290a17b143d0c3507u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/7894126/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"1173adb254f8b370cf3b784bbdf4fe53\",\"im...</td>\n",
       "      <td>[硬件设计, 嵌入式开发, PCB工艺, 开关电源]</td>\n",
       "      <td>20231016144138</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>55798799</td>\n",
       "      <td>2</td>\n",
       "      <td>硬件工程师</td>\n",
       "      <td>18-30k</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>48c6789e1e8a5ef3e8e8ffa04c459dcd</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>9616517.0</td>\n",
       "      <td>深圳市致趣科技有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5bdffe3b8e50a3257f8184ab04a.jpg</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/9616517/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"bf831b7e81387f4345913e3a4abf94f3\",\"im...</td>\n",
       "      <td>[电子元器件, 半导体, 电子/半导体/集成电路]</td>\n",
       "      <td>20230815174402</td>\n",
       "      <td>深圳</td>\n",
       "      <td>48634761</td>\n",
       "      <td>1</td>\n",
       "      <td>产品线经理PM 交通补贴 (154354)</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a3efebbe5476fd144c7275e0b3131c5e</td>\n",
       "      <td>6305cf61b77e512ba9da292908u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某深圳计算机软件公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"27fdfc91f6dc9809b64be310238bddad\",\"im...</td>\n",
       "      <td>[to C, 产品规划, 团队管理]</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>57179331</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>14-20k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"361ab007f8a1697171de52c3bc0b6279\",\"im...</td>\n",
       "      <td>[产品规划, 运营管理]</td>\n",
       "      <td>20230714142301</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>38687185</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>10016683.0</td>\n",
       "      <td>深圳市宏旺微电子有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/10016683/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"3665e3a34b0ddcc0af3ffeaad667fde0\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230807163133</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>60604499</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>c2a37beb635ce04c1a47493faf33028d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>12157595.0</td>\n",
       "      <td>深圳市亿诚伟业电子有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/12157595/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"im...</td>\n",
       "      <td>[产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...</td>\n",
       "      <td>20231018085747</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>59431759</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"im...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 用户研究]</td>\n",
       "      <td>20230608101922</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>56533879</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>10-12k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>商务专员</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12830957.0</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12830957/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"87308f241fde688761a8485668ee84be\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>47135639</td>\n",
       "      <td>2</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>人事</td>\n",
       "      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>13115993.0</td>\n",
       "      <td>深圳市粤吉电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61a0c0e51bd4fb704ea367f707u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13115993/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"74529eb458bb0f3c244e08c53f86302f\",\"im...</td>\n",
       "      <td>[PM产品经理]</td>\n",
       "      <td>20230327164332</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>55751165</td>\n",
       "      <td>2</td>\n",
       "      <td>代理线PM产品经理（电力电子方向）</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>676976ba8ba9ecb043ed27b6aa9920aa</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7987788.0</td>\n",
       "      <td>深圳市凯新达电子有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>620df5b4852ef53f0fc5b9d801u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/7987788/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"26ce67273142f28a022ab90404d3094b\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划]</td>\n",
       "      <td>20220112095751</td>\n",
       "      <td>深圳</td>\n",
       "      <td>42655681</td>\n",
       "      <td>2</td>\n",
       "      <td>IC MOS PM（产品经理）</td>\n",
       "      <td>8-16k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>94fb0d3abd562875ae4d2efd2ed88bef</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>12362853.0</td>\n",
       "      <td>深圳市鑫鼎兴电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12362853/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231010143954</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>62102371</td>\n",
       "      <td>2</td>\n",
       "      <td>市场PM（市场产品经理）</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>...</td>\n",
       "      <td>HRD</td>\n",
       "      <td>f8eab0e8ce9457acb13de5af5ca228eb</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>10044915.0</td>\n",
       "      <td>华芯控股</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6414141a471b9d0d5fff49f703u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/10044915/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"d636d1b63f2cb5bbe4ebb60240f6ac35\",\"im...</td>\n",
       "      <td>[元器件产品经理, PM, 二三极管, MOS管]</td>\n",
       "      <td>20230915103453</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>59576335</td>\n",
       "      <td>2</td>\n",
       "      <td>元器件产品经理PM（二三极管MOS管）</td>\n",
       "      <td>25-30k·16薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>无</td>\n",
       "      <td>536827c2c697d609f810b517e6edb438</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>13588741.0</td>\n",
       "      <td>深圳市天河星供应链有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>64a61cbb4beb94129c59f04c01u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13588741/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221108191636</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>53733605</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>总经理</td>\n",
       "      <td>59155e63732ffa0eb9903f0bd7b26bb3</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8444719.0</td>\n",
       "      <td>深圳市汇芯微电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>63f4970e3ee568020853bf4708u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8444719/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"f3f2d41ee0fe321eaaa70b13e477f173\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>20230106153857</td>\n",
       "      <td>深圳</td>\n",
       "      <td>45491147</td>\n",
       "      <td>2</td>\n",
       "      <td>pm产品经理（BOURNS/GD）</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>23b668b7ef4cec0daa4401da99b69788</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>9329168.0</td>\n",
       "      <td>深圳市富临通实业股份有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5bfe93da74719d9f609ab36d03a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9329168/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"f2bc966edf87465727604c803496f761\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...</td>\n",
       "      <td>20231018114658</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>58727339</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>ccdad52c2bbc660a07efab5c7119dcac</td>\n",
       "      <td>64edb1871913aa27489a503a05u.png</td>\n",
       "      <td>13146105.0</td>\n",
       "      <td>联和存储科技(江苏)有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>62f463c85732892a6615046607u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/13146105/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"478ffe875d5ad1b19ccf3dc45f6d7696\",\"im...</td>\n",
       "      <td>[市场推广, 品牌推广, 市场调研分析, 市场策划]</td>\n",
       "      <td>20231008102316</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>44818711</td>\n",
       "      <td>2</td>\n",
       "      <td>代理商产品经理/PM（半导体）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>040fb0f423490892184c70bb77110c0f</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>9630695.0</td>\n",
       "      <td>智楠半导体</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>627b816f4924691322d3f19108u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9630695/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"im...</td>\n",
       "      <td>[电子/半导体/集成电路, 产品规划, 团队管理, 产品优化]</td>\n",
       "      <td>20231012133602</td>\n",
       "      <td>深圳</td>\n",
       "      <td>48626171</td>\n",
       "      <td>1</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>868304a795f24fd2578045cabdc23e35</td>\n",
       "      <td>5dd389a1d38a3d7423d99d5105u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医疗健康</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20231007173843</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>60686811</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理PM（国产线--华润微、芯朋微等）</td>\n",
       "      <td>15-25k·18薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR招聘</td>\n",
       "      <td>6fdaf3efbffc15fb9a1b372cd0d54045</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>7977355.0</td>\n",
       "      <td>福建睿能科技</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bfe9c1474719df0ac9a24de03a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/7977355/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"282674f43f984ac3113f2dbe8618484d\",\"im...</td>\n",
       "      <td>[市场推广, 市场策划, 市场营销, 竞品分析, 营销推广, 市场拓展, 市场调研分析]</td>\n",
       "      <td>20230831092454</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>58425765</td>\n",
       "      <td>2</td>\n",
       "      <td>PM产品线经理（GD MCU）</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘总监</td>\n",
       "      <td>9b8e71785d7dee7beb3982ada941dd39</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"acc2df4b1588c213b74007bb53955074\",\"im...</td>\n",
       "      <td>[客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...</td>\n",
       "      <td>20230427102409</td>\n",
       "      <td>深圳</td>\n",
       "      <td>58176355</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理（pm）深圳</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>03d7bbf45f592b5e491bc7a716e5d09f</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>9196023.0</td>\n",
       "      <td>苏州达亚电子有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bfe949074719dc6ed73f25e03a.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9196023/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"2b4f0ba01111c23be030375514342674\",\"im...</td>\n",
       "      <td>[IT互联网, 产品设计]</td>\n",
       "      <td>20230605105547</td>\n",
       "      <td>深圳</td>\n",
       "      <td>47887113</td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>...</td>\n",
       "      <td>HR总监</td>\n",
       "      <td>3806e4c9b09729ee5215ae721f1be529</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12178107.0</td>\n",
       "      <td>深圳保诚科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5e9fd6104ff090104e33c9fd03u.jpg</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/12178107/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
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       "37  {\"imId\":\"282674f43f984ac3113f2dbe8618484d\",\"im...   \n",
       "38  {\"imId\":\"acc2df4b1588c213b74007bb53955074\",\"im...   \n",
       "39  {\"imId\":\"2b4f0ba01111c23be030375514342674\",\"im...   \n",
       "\n",
       "                                           job.labels job.refreshTime  job.dq  \\\n",
       "0                                                  []  20231008092358  深圳-宝安区   \n",
       "1   [商业产品, 设计服务, 电子产品及配件, 消费品, 产品规划, 竞品分析, 团队管理, 产...  20231017165733  深圳-宝安区   \n",
       "2                                  [神经康复, 神经内科, 医学经理]  20231015111257  深圳-南山区   \n",
       "3                            [数据产品, 数据挖掘, 数据分析, 产品规划]  20210311143004      深圳   \n",
       "4   [数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...  20231016141158      深圳   \n",
       "5                                                  []  20230821133647  深圳-宝安区   \n",
       "6                                              [功率器件]  20231011175141  深圳-宝安区   \n",
       "7                            [产品规划, 市场调研, 用户研究, 电子商务]  20230928114733  深圳-南山区   \n",
       "8                                   [ppt, 需求分析, 硬件产品]  20211018102103      深圳   \n",
       "9                                        [交易产品, 产品设计]  20231017140508  深圳-龙岗区   \n",
       "10                                                 []  20231018091157  深圳-宝安区   \n",
       "11                     [数据产品, 数据分析, 产品规划, 团队管理, 用户研究]  20231013012942  深圳-南山区   \n",
       "12                                      [电子/半导体/集成电路]  20230707141108      深圳   \n",
       "13                          [电子/半导体/集成电路, 市场调研, 团队管理]  20230720144759  深圳-龙华区   \n",
       "14                                                 []  20231014225537  深圳-宝安区   \n",
       "15                                                 []  20231018085747  深圳-福田区   \n",
       "16              [数据产品, 电子/半导体/集成电路, 市场调研, 数据分析, 产品规划]  20221123151858      深圳   \n",
       "17                         [模拟电源, PM, 产品经理, 二极管, 元器件]  20230814102813      深圳   \n",
       "18                                             [市场推广]  20230906105412  深圳-南山区   \n",
       "19                         [硬件设计, 嵌入式开发, PCB工艺, 开关电源]  20231016144138  深圳-福田区   \n",
       "20                          [电子元器件, 半导体, 电子/半导体/集成电路]  20230815174402      深圳   \n",
       "21                                 [to C, 产品规划, 团队管理]  20230707142907  深圳-福田区   \n",
       "22                                       [产品规划, 运营管理]  20230714142301  深圳-南山区   \n",
       "23                                                 []  20230807163133  深圳-南山区   \n",
       "24  [产品线, 功率器件, 电子/半导体/集成电路, 半导体, 储能电源, 光伏, 光伏逆变器,...  20231018085747  深圳-福田区   \n",
       "25                         [客户端产品, 电子/半导体/集成电路, 用户研究]  20230608101922  深圳-宝安区   \n",
       "26                                                 []  20220216165525  深圳-宝安区   \n",
       "27                                           [PM产品经理]  20230327164332  深圳-南山区   \n",
       "28                                [电子/半导体/集成电路, 产品规划]  20220112095751      深圳   \n",
       "29                                                 []  20231010143954  深圳-龙华区   \n",
       "30                          [元器件产品经理, PM, 二三极管, MOS管]  20230915103453  深圳-南山区   \n",
       "31                                                 []  20221108191636  深圳-南山区   \n",
       "32                                      [电子/半导体/集成电路]  20230106153857      深圳   \n",
       "33  [电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...  20231018114658  深圳-南山区   \n",
       "34                         [市场推广, 品牌推广, 市场调研分析, 市场策划]  20231008102316  深圳-龙岗区   \n",
       "35                    [电子/半导体/集成电路, 产品规划, 团队管理, 产品优化]  20231012133602      深圳   \n",
       "36                                                 []  20231007173843  深圳-福田区   \n",
       "37       [市场推广, 市场策划, 市场营销, 竞品分析, 营销推广, 市场拓展, 市场调研分析]  20230831092454  深圳-南山区   \n",
       "38  [客户端产品, 定价/竞价产品, 策略产品, 电子/半导体/集成电路, 需求挖掘, 用户研究...  20230427102409      深圳   \n",
       "39                                      [IT互联网, 产品设计]  20230605105547      深圳   \n",
       "\n",
       "   job.jobId job.jobKind                                          job.title  \\\n",
       "0   61436019           2                                       PM产品经理（功率器件）   \n",
       "1   62276441           2                                               产品经理   \n",
       "2   62161199           2                                              大产品经理   \n",
       "3   36908035           2           Lazada-Data Product Manager-流量数据产品经理（深圳）   \n",
       "4   44250585           2                                       产品经理 PM（NXP）   \n",
       "5   43765787           2                                        产品经理 PLM PM   \n",
       "6   49967313           1                                             产品经理PM   \n",
       "7   61924043           2                                             PM产品经理   \n",
       "8   44022163           2                                             pm产品经理   \n",
       "9   62238045           2                                               产品经理   \n",
       "10  47307987           2                                             产品经理PM   \n",
       "11  61168405           2  特效工具产品经理-智能创作  Effects Tools Product Manager-I...   \n",
       "12  59037701           2                                             产品经理PM   \n",
       "13  55750935           2                                            产品经理/PM   \n",
       "14  61836299           2                                          产品规划高级工程师   \n",
       "15  57342597           2                                            PM 产品经理   \n",
       "16  54319281           2                                             产品经理PM   \n",
       "17  60775157           2                                         产品线经理 （PM）   \n",
       "18  61058175           2                                             产品市场经理   \n",
       "19  55798799           2                                              硬件工程师   \n",
       "20  48634761           1                              产品线经理PM 交通补贴 (154354)   \n",
       "21  57179331           2                                             PM产品经理   \n",
       "22  38687185           2                                            产品经理/PM   \n",
       "23  60604499           2                                             PM产品经理   \n",
       "24  59431759           2                                             PM产品经理   \n",
       "25  56533879           2                                           产品经理（PM）   \n",
       "26  47135639           2                                             pm产品经理   \n",
       "27  55751165           2                                  代理线PM产品经理（电力电子方向）   \n",
       "28  42655681           2                                    IC MOS PM（产品经理）   \n",
       "29  62102371           2                                       市场PM（市场产品经理）   \n",
       "30  59576335           2                                元器件产品经理PM（二三极管MOS管）   \n",
       "31  53733605           2                                             产品经理PM   \n",
       "32  45491147           2                                  pm产品经理（BOURNS/GD）   \n",
       "33  58727339           2                                             PM产品经理   \n",
       "34  44818711           2                                    代理商产品经理/PM（半导体）   \n",
       "35  48626171           1                                             PM产品经理   \n",
       "36  60686811           2                              产品经理PM（国产线--华润微、芯朋微等）   \n",
       "37  58425765           2                                    PM产品线经理（GD MCU）   \n",
       "38  58176355           2                                         产品经理（pm）深圳   \n",
       "39  47887113           2                                产品经理Product Manager   \n",
       "\n",
       "    job.salary job.requireWorkYears  ... recruiter.recruiterTitle  \\\n",
       "0       20-40k                 3-5年  ...                            \n",
       "1       15-25k                5-10年  ...             人力资源伙伴(HRBP)   \n",
       "2       28-40k                 1-3年  ...           Head of People   \n",
       "3         薪资面议                5-10年  ...                     招聘经理   \n",
       "4   15-20k·15薪                5-10年  ...                  人力资源部主管   \n",
       "5         薪资面议                10年以上  ...       Talent Acquisition   \n",
       "6   20-40k·13薪                5-10年  ...                     猎头顾问   \n",
       "7       13-16k                5-10年  ...            助理总经理/总助(高管级)   \n",
       "8   13-18k·13薪                 经验不限  ...             物联网解决方案事业部副总   \n",
       "9       12-15k                 3-5年  ...                     人力资源   \n",
       "10      15-20k                 3-5年  ...                       HR   \n",
       "11      20-50k                5-10年  ...                       HR   \n",
       "12  15-30k·16薪                5-10年  ...                     招聘主管   \n",
       "13      15-25k                5-10年  ...                   人力资源经理   \n",
       "14  12-18k·13薪                 3-5年  ...                招聘人力资源管理师   \n",
       "15  12-20k·13薪                 3-5年  ...                     招聘主管   \n",
       "16      15-25k                 3-5年  ...                       HR   \n",
       "17      20-40k                 1-3年  ...                       人事   \n",
       "18        薪资面议                5-10年  ...                       HR   \n",
       "19      18-30k                 经验不限  ...                       HR   \n",
       "20      10-15k                 一年以下  ...                     猎头顾问   \n",
       "21      14-20k                 3-5年  ...                       人事   \n",
       "22  15-25k·13薪                 3-5年  ...                       HR   \n",
       "23      10-20k                 3-5年  ...                     行政专员   \n",
       "24  10-20k·13薪                 3-5年  ...                     招聘主管   \n",
       "25      10-12k                 3-5年  ...                     商务专员   \n",
       "26       8-15k                 1-3年  ...                       人事   \n",
       "27      10-30k                5-10年  ...                            \n",
       "28       8-16k                 3-5年  ...                            \n",
       "29       8-15k                 1-3年  ...                      HRD   \n",
       "30  25-30k·16薪                5-10年  ...                        无   \n",
       "31  20-30k·13薪                 3-5年  ...                      总经理   \n",
       "32      10-25k                 3-5年  ...                     人事主管   \n",
       "33  20-40k·13薪                5-10年  ...                       HR   \n",
       "34      20-30k                 3-5年  ...                       HR   \n",
       "35      40-60k                5-10年  ...                     猎头顾问   \n",
       "36  15-25k·18薪                5-10年  ...                     HR招聘   \n",
       "37  15-30k·16薪                5-10年  ...                     招聘总监   \n",
       "38      12-20k                 3-5年  ...                     人事经理   \n",
       "39  20-40k·14薪                 3-5年  ...                     HR总监   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   e055293ceb97e8ba80dc6f4632770b9d  5bd3bc2c8e50b2deb642ce5704a.jpg   \n",
       "1   a709e0b70a3b3929f4d13cf70bf3e258  5f8f9865ea60860b75384fa508u.jpg   \n",
       "2   ed568366d4f2738f55130a4f0e5826c8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "3   d4be0c7af21e622076f4668dbe33f725  57c4e9d345ce9f0a74a9b8cd04a.png   \n",
       "4   03a35b280d00a67bde30689f01e9fe19  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "5   435b286bb8f76f8f51d56a5f1de4256c  6098fbd5919e256bc8d799fe03u.png   \n",
       "6   8a9f7420efe1111fa9891526b34c6c2a  5db1849947b2f02171adf34907u.jpg   \n",
       "7   49456bf7c47ad70d219291c49e5b9314  5f8f9865ea60860b75384fa508u.jpg   \n",
       "8   c204e12c186b70d57858b553fb56c213  616d0eaff3e81c74a137689a06u.png   \n",
       "9   92f38741e9f55274a7272690b891b6c4  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "10  dd0950349f402d2194eb8148a132ff22  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "11  27b40b320914b243bb131668d4424cd3  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "12  3ed0a57b953381ec00fd95f949e1e587  5f8f9865ea60860b75384fa508u.jpg   \n",
       "13  a58562f9e895113a96b14984e4c3aac6  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "14  826261ffe5293ba9725295057618d436  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "15  0f490e3b52d7b4d209f146570e06808e  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "16  997ac596617df43a6fc5e5a3185cdff3  62fc9cee804e287457021c6403u.png   \n",
       "17  e040df2a2277bc9edfc50be1acb5a8aa  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "18  b8a1b210c4a6311f5527e7b4cbd05459  5f8f9865ea60860b75384fa508u.jpg   \n",
       "19  48c6789e1e8a5ef3e8e8ffa04c459dcd  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "20  a3efebbe5476fd144c7275e0b3131c5e  6305cf61b77e512ba9da292908u.png   \n",
       "21  6bd83db4d420cd80a3b249221be97dc4  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "22  784ac3ccc4474b6f71a2c9fecf9f2948  5f8f9865ea60860b75384fa508u.jpg   \n",
       "23  c2a37beb635ce04c1a47493faf33028d  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "24  0f490e3b52d7b4d209f146570e06808e  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "25  1185646b724f9912c393eccc5f8b43d1  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "26  dacd6a5aa3f238c18b38d6f56093b2cd  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "27  676976ba8ba9ecb043ed27b6aa9920aa  5f8f9865ea60860b75384fa508u.jpg   \n",
       "28  94fb0d3abd562875ae4d2efd2ed88bef  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "29  f8eab0e8ce9457acb13de5af5ca228eb  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "30  536827c2c697d609f810b517e6edb438  5f8f9865ea60860b75384fa508u.jpg   \n",
       "31  59155e63732ffa0eb9903f0bd7b26bb3  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "32  23b668b7ef4cec0daa4401da99b69788  5f8f9865ea60860b75384fa508u.jpg   \n",
       "33  ccdad52c2bbc660a07efab5c7119dcac  64edb1871913aa27489a503a05u.png   \n",
       "34  040fb0f423490892184c70bb77110c0f  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "35  868304a795f24fd2578045cabdc23e35  5dd389a1d38a3d7423d99d5105u.jpg   \n",
       "36  6fdaf3efbffc15fb9a1b372cd0d54045  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "37  9b8e71785d7dee7beb3982ada941dd39  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "38  03d7bbf45f592b5e491bc7a716e5d09f  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "39  3806e4c9b09729ee5215ae721f1be529  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "\n",
       "    comp.compId       comp.compName comp.compScale  \\\n",
       "0     9599779.0         深圳市晶台股份有限公司       500-999人   \n",
       "1     8397972.0       深圳市奋达科技股份有限公司    5000-10000人   \n",
       "2     9377720.0                铱硙医疗         50-99人   \n",
       "3     1072424.0              阿里巴巴集团       10000人以上   \n",
       "4     8523053.0                 中电港       500-999人   \n",
       "5     1069385.0                伊顿中国       10000人以上   \n",
       "6           NaN  某深圳大型电子/半导体/集成电路公司       500-999人   \n",
       "7    13629967.0         深圳中积芯科技有限公司          1-49人   \n",
       "8    10047697.0           BroadLink       100-499人   \n",
       "9     9683459.0    深圳前海农产品交易所股份有限公司       100-499人   \n",
       "10    9579944.0         深圳市盈辉电子有限公司         50-99人   \n",
       "11    7863078.0                字节跳动       10000人以上   \n",
       "12   12148501.0        深圳市华信科科技有限公司         50-99人   \n",
       "13    8028167.0                道径电子         50-99人   \n",
       "14    8019656.0       深圳市景旺电子股份有限公司    5000-10000人   \n",
       "15    8921762.0                鹏源电子       100-499人   \n",
       "16    9443633.0                雅全电子         50-99人   \n",
       "17   12260991.0                中印云端         50-99人   \n",
       "18    7894126.0                兆易创新     1000-2000人   \n",
       "19    9616517.0         深圳市致趣科技有限公司         50-99人   \n",
       "20          NaN          某深圳计算机软件公司          1-49人   \n",
       "21   13391655.0         深圳市宣盈科技有限公司          1-49人   \n",
       "22   10016683.0        深圳市宏旺微电子有限公司       100-499人   \n",
       "23   12157595.0       深圳市亿诚伟业电子有限公司          1-49人   \n",
       "24    8921762.0                鹏源电子       100-499人   \n",
       "25   12830957.0       深圳市高维智创科技有限公司          1-49人   \n",
       "26   13115993.0         深圳市粤吉电子有限公司         50-99人   \n",
       "27    7987788.0        深圳市凯新达电子有限公司       500-999人   \n",
       "28   12362853.0        深圳市鑫鼎兴电子有限公司         50-99人   \n",
       "29   10044915.0                华芯控股         50-99人   \n",
       "30   13588741.0       深圳市天河星供应链有限公司       500-999人   \n",
       "31    8444719.0        深圳市汇芯微电子有限公司         50-99人   \n",
       "32    9329168.0      深圳市富临通实业股份有限公司         50-99人   \n",
       "33   13146105.0      联和存储科技(江苏)有限公司         50-99人   \n",
       "34    9630695.0               智楠半导体         50-99人   \n",
       "35          NaN               某知名公司         50-99人   \n",
       "36    7977355.0              福建睿能科技       100-499人   \n",
       "37    8523053.0                 中电港       500-999人   \n",
       "38    9196023.0          苏州达亚电子有限公司       100-499人   \n",
       "39   12178107.0          深圳保诚科技有限公司       100-499人   \n",
       "\n",
       "                      comp.compLogo comp.compIndustry  \\\n",
       "0   5eb8fc87f2540204574348cf07u.png       电子/半导体/集成电路   \n",
       "1   5bfffbab74719da073f155e303u.png              智能硬件   \n",
       "2   5bfe9a9974719df0ac99dca903a.png             互联网医疗   \n",
       "3   5bfe915474719d35745acf0903a.png               互联网   \n",
       "4   5bfe9bce74719df0ac9a179703a.png       电子/半导体/集成电路   \n",
       "5   5bfe9df574719d2aa34b7b2203a.png             机械/设备   \n",
       "6   60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       "7   61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "8   6163dc033df70d56f3b601a406u.png              智能硬件   \n",
       "9   5c8b734f509919fa0e87ac8e06u.png             批发/零售   \n",
       "10  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "11  5d887b5528021708fa52b44403u.jpg               互联网   \n",
       "12  5f6bf74a79c7cc70efb0449807u.png            贸易/进出口   \n",
       "13  5bfea08974719d2aa34bfb9303a.png       电子/半导体/集成电路   \n",
       "14  5eb246054ff090104e41a46102u.png       电子/半导体/集成电路   \n",
       "15  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "16  62fc973a9e4c1713c988b8b103u.jpg       电子/半导体/集成电路   \n",
       "17  61d5701e9c49ff7ec564562301u.png       电子/半导体/集成电路   \n",
       "18  5e7042488290a17b143d0c3507u.jpg       电子/半导体/集成电路   \n",
       "19  5bdffe3b8e50a3257f8184ab04a.jpg              智能硬件   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       "21  619fea551bd4fb704e8f5f9304u.jpg       电子/半导体/集成电路   \n",
       "22  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "23  61b07937d0458d53c627567e02u.jpg             批发/零售   \n",
       "24  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "25  60eeb62a5f5b8a6b840f236a08u.png       电子/半导体/集成电路   \n",
       "26  61a0c0e51bd4fb704ea367f707u.jpg       电子/半导体/集成电路   \n",
       "27  620df5b4852ef53f0fc5b9d801u.png       电子/半导体/集成电路   \n",
       "28  61b07937d0458d53c627567e02u.jpg       电子/半导体/集成电路   \n",
       "29  6414141a471b9d0d5fff49f703u.png       电子/半导体/集成电路   \n",
       "30  64a61cbb4beb94129c59f04c01u.png       电子/半导体/集成电路   \n",
       "31  63f4970e3ee568020853bf4708u.png       电子/半导体/集成电路   \n",
       "32  5bfe93da74719d9f609ab36d03a.png       电子/半导体/集成电路   \n",
       "33  62f463c85732892a6615046607u.png       电子/半导体/集成电路   \n",
       "34  627b816f4924691322d3f19108u.png       电子/半导体/集成电路   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png              医疗健康   \n",
       "36  5bfe9c1474719df0ac9a24de03a.png       电子/半导体/集成电路   \n",
       "37  5bfe9bce74719df0ac9a179703a.png       电子/半导体/集成电路   \n",
       "38  5bfe949074719dc6ed73f25e03a.png       电子/半导体/集成电路   \n",
       "39  5e9fd6104ff090104e33c9fd03u.jpg               互联网   \n",
       "\n",
       "                                   comp.link  comp.compStage  \n",
       "0    https://www.liepin.com/company/9599779/             NaN  \n",
       "1    https://www.liepin.com/company/8397972/             已上市  \n",
       "2    https://www.liepin.com/company/9377720/              B轮  \n",
       "3    https://www.liepin.com/company/1072424/            港股上市  \n",
       "4    https://www.liepin.com/company/8523053/             NaN  \n",
       "5    https://www.liepin.com/company/1069385/             NaN  \n",
       "6                                                         A轮  \n",
       "7   https://www.liepin.com/company/13629967/             NaN  \n",
       "8   https://www.liepin.com/company/10047697/              D轮  \n",
       "9    https://www.liepin.com/company/9683459/             NaN  \n",
       "10   https://www.liepin.com/company/9579944/           融资未公开  \n",
       "11   https://www.liepin.com/company/7863078/              其他  \n",
       "12  https://www.liepin.com/company/12148501/            战略投资  \n",
       "13   https://www.liepin.com/company/8028167/           融资未公开  \n",
       "14   https://www.liepin.com/company/8019656/          沪深A股上市  \n",
       "15   https://www.liepin.com/company/8921762/             NaN  \n",
       "16   https://www.liepin.com/company/9443633/           融资未公开  \n",
       "17  https://www.liepin.com/company/12260991/             NaN  \n",
       "18   https://www.liepin.com/company/7894126/          沪深A股上市  \n",
       "19   https://www.liepin.com/company/9616517/             NaN  \n",
       "20                                                     融资未公开  \n",
       "21  https://www.liepin.com/company/13391655/             NaN  \n",
       "22  https://www.liepin.com/company/10016683/           融资未公开  \n",
       "23  https://www.liepin.com/company/12157595/             NaN  \n",
       "24   https://www.liepin.com/company/8921762/             NaN  \n",
       "25  https://www.liepin.com/company/12830957/              其他  \n",
       "26  https://www.liepin.com/company/13115993/             NaN  \n",
       "27   https://www.liepin.com/company/7987788/           融资未公开  \n",
       "28  https://www.liepin.com/company/12362853/             NaN  \n",
       "29  https://www.liepin.com/company/10044915/             NaN  \n",
       "30  https://www.liepin.com/company/13588741/             NaN  \n",
       "31   https://www.liepin.com/company/8444719/             NaN  \n",
       "32   https://www.liepin.com/company/9329168/             NaN  \n",
       "33  https://www.liepin.com/company/13146105/              A轮  \n",
       "34   https://www.liepin.com/company/9630695/             NaN  \n",
       "35                                                     融资未公开  \n",
       "36   https://www.liepin.com/company/7977355/          沪深A股上市  \n",
       "37   https://www.liepin.com/company/8523053/             NaN  \n",
       "38   https://www.liepin.com/company/9196023/           融资未公开  \n",
       "39  https://www.liepin.com/company/12178107/             NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(liepin_data[\"data\"][\"data\"][\"jobCardList\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "71d9c8df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>010</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>020</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>030</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>040</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>050</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>060</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>070</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>080</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  code         name\n",
       "0  010        1-49人\n",
       "1  020       50-99人\n",
       "2  030     100-499人\n",
       "3  040     500-999人\n",
       "4  050   1000-2000人\n",
       "5  060   2000-5000人\n",
       "6  070  5000-10000人\n",
       "7  080     10000人以上"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compScales  = pd.json_normalize(condition['data']['compScales'])\n",
    "compScales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b10eb45",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f1b6ac92",
   "metadata": {},
   "source": [
    "# week7：第一个Ajex的数据源请求\n",
    "\n",
    "> 1. 数据源是从Chrome浏览器xhr中查询到的\n",
    "> 2. 尝试使用浏览器中的request header和payload\n",
    "> 3. 该数据源基本描述：页面cardlist数据的源数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21c0c0ff",
   "metadata": {},
   "source": [
    "## 本周内容\n",
    "> 1. 构建数据抓取框架\n",
    "> 2. 尝试建立重复抓取数据的体系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e9c66493",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['jobKinds', 'workExperiences', 'compScales', 'industries', 'dqs', 'famousComps', 'educations', 'financeStages', 'compNatures', 'salaries', 'hotCities', 'pubTimes'])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 通过xhr，我们找到liepin的数据分类体系如下：\n",
    "condition['data'].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4d705a82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'city': '050090',\n",
       " 'dq': '050090',\n",
       " 'pubTime': '',\n",
       " 'currentPage': '0',\n",
       " 'pageSize': 40,\n",
       " 'key': '产品经理',\n",
       " 'compId': '',\n",
       " 'compKind': '',\n",
       " 'compName': '',\n",
       " 'compScale': '',\n",
       " 'compStage': '',\n",
       " 'compTag': '',\n",
       " 'eduLevel': '',\n",
       " 'industry': '',\n",
       " 'jobKind': '',\n",
       " 'salary': '',\n",
       " 'suggestTag': '',\n",
       " 'workYearCode': ''}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 尝试意义一一对应 请求参数\n",
    "payload['data']['mainSearchPcConditionForm']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "2d2750eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '410', 'name': '全国'},\n",
       " {'code': '010', 'name': '北京'},\n",
       " {'code': '020', 'name': '上海'},\n",
       " {'code': '030', 'name': '天津'},\n",
       " {'code': '040', 'name': '重庆'},\n",
       " {'code': '050020', 'name': '广州'},\n",
       " {'code': '050090', 'name': '深圳'},\n",
       " {'code': '060080', 'name': '苏州'},\n",
       " {'code': '060020', 'name': '南京'},\n",
       " {'code': '070020', 'name': '杭州'},\n",
       " {'code': '210040', 'name': '大连'},\n",
       " {'code': '280020', 'name': '成都'},\n",
       " {'code': '170020', 'name': '武汉'},\n",
       " {'code': '270020', 'name': '西安'}]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city = condition['data']['hotCities']\n",
    "city"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0c3a401b",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_city = \"广州\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "14d38859",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_city(city_name):\n",
    "    for i in city:\n",
    "        if i['name'] == input_city:\n",
    "            return(i['code'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "256c49af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'050020'"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_city(\"广州\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "82320bd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'code': '1', 'name': '应届生'},\n",
       " {'code': '2', 'name': '实习生'},\n",
       " {'code': '0$1', 'name': '1年以内'},\n",
       " {'code': '1$3', 'name': '1-3年'},\n",
       " {'code': '3$5', 'name': '3-5年'},\n",
       " {'code': '5$10', 'name': '5-10年'},\n",
       " {'code': '10$999', 'name': '10年以上'}]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workExperiences = condition['data']['workExperiences']\n",
    "workExperiences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2d490106",
   "metadata": {},
   "outputs": [],
   "source": [
    "def choose_WE(工作经验):\n",
    "    for i in workExperiences:\n",
    "        if i['name'] == 工作经验:\n",
    "            return i['code']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "00ec2cfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'2'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choose_WE(\"实习生\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "beee5121",
   "metadata": {},
   "outputs": [],
   "source": [
    "def request_payload(城市,关键词,工作经验):\n",
    "    payload = {\n",
    "        \"data\": {\n",
    "        \"mainSearchPcConditionForm\":{\n",
    "            \"city\":choose_city(城市),\n",
    "            \"dq\":choose_city(城市),\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": \"0\",\n",
    "            \"pageSize\": 40,\n",
    "            \"key\":关键词,\n",
    "            \"city\": \"050090\",\n",
    "            \"compId\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"currentPage\": \"0\",\n",
    "            \"dq\": \"050090\",\n",
    "            \"eduLevel\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"key\": \"产品经理\",\n",
    "            \"pageSize\": 40,\n",
    "            \"pubTime\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\":choose_WE(工作经验),\n",
    "            },\n",
    "            \"passThroughForm\": {\n",
    "                \"scene\": \"condition\", \n",
    "                \"skId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "                \"ckId\": \"wxbn0nba5v8kletjwnw82s6s7xmvnl4b\",\n",
    "                \"fkId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "                \"scene\": \"condition\",\n",
    "                \"skId\": \"mgzn5wclb8pujt40oq6rygank6gg7tpa\",\n",
    "                \"suggest\": None\n",
    "                }\n",
    "            }\n",
    "        }\n",
    "\n",
    "    return payload\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5b58301b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'compId': '',\n",
       "   'compKind': '',\n",
       "   'compName': '',\n",
       "   'compScale': '',\n",
       "   'compStage': '',\n",
       "   'compTag': '',\n",
       "   'eduLevel': '',\n",
       "   'industry': '',\n",
       "   'jobKind': '',\n",
       "   'salary': '',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '2'},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'mgzn5wclb8pujt40oq6rygank6gg7tpa',\n",
       "   'ckId': 'wxbn0nba5v8kletjwnw82s6s7xmvnl4b',\n",
       "   'fkId': 'mgzn5wclb8pujt40oq6rygank6gg7tpa',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "request_payload(\"广州\",\"产品总监\",\"实习生\")"
   ]
  }
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